The key to one-sided intention sharing in multi-agent systems is learning appropriate hierarchical relationships amongst agents. Recent works use attention mechanisms to
build the relationships between agents by graph models [1]}, [2]}. However, they focus on the undirected graphs and cannot learn the leader-follower
relationship between agents.
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